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Empirical Inference Conference Paper Nonparametric Indirect Active Learning Singh, S. Proceedings of the 26th International Conference on Artificial Intelligence and Statistics (AISTATS) , 206:2515-2541, Proceedings of Machine Learning Research, (Editors: Ruiz, Francisco and Dy, Jennifer and van de Meent, Jan-Willem), PMLR, April 2023 (Published) URL BibTeX
Empirical Inference Conference Paper On the Interventional Kullback-Leibler Divergence Wildberger, J. B., Guo, S., Bhattacharyya, A., Schölkopf, B. Proceedings of the Second Conference on Causal Learning and Reasoning (CLeaR), 213:328-349, Proceedings of Machine Learning Research, (Editors: van der Schaar, Mihaela and Zhang, Cheng and Janzing, Dominik), PMLR, April 2023 (Published) URL BibTeX
Empirical Inference Article The ENCODE Imputation Challenge: a critical assessment of methods for cross-cell type imputation of epigenomic profiles Schreiber*, J., Boix*, C., Lee, J. W., Li, H., Guan, Y., Chang, C., Chang, J., Hawkins-Hooker, A., Schölkopf, B., Schweikert, G., et al. Genome Biology, 24, April 2023, *co‑first authors (Published) DOI BibTeX
Empirical Inference Conference Paper Unsupervised Object Learning via Common Fate Tangemann, M., Schneider, S., von Kügelgen, J., Locatello, F., Gehler, P., Brox, T., Kümmerer, M., Bethge, M., Schölkopf, B. Proceedings of the Second Conference on Causal Learning and Reasoning (CLeaR), 213:281-327, Proceedings of Machine Learning Research, (Editors: van der Schaar, Mihaela and Zhang, Cheng and Janzing, Dominik), PMLR, April 2023 (Published) arXiv URL BibTeX
Empirical Inference Master Thesis Intrinsic complexity and mechanisms of expressivity of cortical neurons Spieler, A. M. University of Tübingen, Germany, March 2023 (Published) BibTeX
Empirical Inference Optics and Sensing Laboratory Micro, Nano, and Molecular Systems Article Multiplane Diffractive Acoustic Networks Athanassiadis, A. G., Schlieder, L., Melde, K., Volchkov, V., Schölkopf, B., Fischer, P. IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control, 70(5):441-448, IEEE, March 2023 (Published) DOI BibTeX
Empirical Inference Article Proactive Contact Tracing Gupta, P., Maharaj, T., Weiss, M., Rahaman, N., Alsdurf, H., Minoyan, N., Harnois-Leblanc, S., Merckx, J., Williams, A., Schmidt, V., et al. PLOS Digital Health, 2(3):1-19, March 2023 (Published) DOI BibTeX
Empirical Inference Article Self-supervised contrastive learning with random walks for medical image segmentation with limited annotations Fischer, M., Hepp, T., Gatidis, S., Yang, B. Computerized Medical Imaging and Graphics, 104, Elsevier, Amsterdam, March 2023 (Published) DOI BibTeX
Empirical Inference Article Compact holographic sound fields enable rapid one-step assembly of matter in 3D Melde, K., Kremer, H., Shi, M., Seneca, S., Frey, C., Platzman, I., Degel, C., Schmitt, D., Schölkopf, B., Fischer, P. Science Advances, 9(6), AAAS, Washington, DC, February 2023 (Published) DOI URL BibTeX
Empirical Inference Article Evaluation for Weakly Supervised Object Localization: Protocol, Metrics, and Datasets Choe, J., Oh, S. J., Chun, S., Lee, S., Akata, Z., Shim, H. IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(2):1732-1748, IEEE, New York, NY, February 2023 (Published) DOI URL BibTeX
Learning and Dynamical Systems Empirical Inference Master Thesis Causal Effect Estimation by Combining Observational and Interventional Data Kladny, K. ETH Zurich, Switzerland, February 2023 (Published) BibTeX
Empirical Inference Article GRASP: Scalable Graph Alignment by Spectral Corresponding Functions Hermanns, J., Skitsas, K., Tsitsulin, A., Munkhoeva, M., Kyster, A., Nielsen, S., Bronstein, A. M., Mottin, D., Karras, P. ACM Transactions on Knowledge Discovery from Data, 17(4), February 2023 (Published) DOI BibTeX
Empirical Inference Article SphereFace Revived: Unifying Hyperspherical Face Recognition Liu, W., Wen, Y., Raj, B., Singh, R., Weller, A. IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(2):2458-2474, February 2023 (Published) DOI BibTeX
Empirical Inference Conference Paper Towards Empirical Process Theory for Vector-Valued Functions: Metric Entropy of Smooth Function Classes Park, J., Muandet, K. Proceedings of the 34th International Conference on Algorithmic Learning Theory (ALT), 201:1216-1260, Proceedings of Machine Learning Research, (Editors: Agrawal, Shipra and Orabona, Francesco), PMLR, February 2023 (Published) URL BibTeX
Empirical Inference Master Thesis Towards Generative Machine Teaching Qui, Z. Technical University of Munich, Germany, February 2023 (Published) BibTeX
Empirical Inference Article ViViT: Curvature Access Through The Generalized Gauss-Newton’s Low-Rank Structure Dangel*, F., Tatzel*, L., Hennig, P. Transactions on Machine Learning Research, February 2023, *equal contribution (Published) URL BibTeX
Empirical Inference Article A machine learning route between band mapping and band structure Xian*, R. P., Stimper*, V., Zacharias, M., Dendzik, M., Dong, S., Beaulieu, S., Schölkopf, B., Wolf, M., Rettig, L., Carbogno, C., et al. Nature Computational Science, 3(1):101-114, January 2023, *equal contribution (Published) arXiv DOI BibTeX
Empirical Inference Master Thesis ArchiSound: Audio Generation with Diffusion Schneider, F. ETH Zurich, Switzerland, January 2023, external supervision (Published) BibTeX
Empirical Inference Article Audio Retrieval With Natural Language Queries: A Benchmark Study Koepke, A. S., Oncescu, A., Henriques, J. F., Akata, Z., Albanie, S. IEEE Transactions on Multimedia, 25:2675-2685, January 2023 (Published) DOI BibTeX
Empirical Inference Master Thesis Generation and Quantification of Spin in Robot Table Tennis Dittrich, A. University of Stuttgart, Germany, January 2023 (Published) BibTeX
Empirical Inference Article Learning Dynamical Systems using Local Stability Priors Mehrjou, A., Iannelli, A., Schölkopf, B. Journal of Computational Dynamics, 10(1):175-198, January 2023, Special issue "Computation of Lyapunov functions and contraction metrics" (Published) DOI BibTeX
Empirical Inference Article Learning to Control Highly Accelerated Ballistic Movements on Muscular Robots Büchler, D., Calandra, R., Peters, J. Robotics and Autonomous Systems, 159, Elsevier, Amsterdam, January 2023 (Published) Arxiv Video DOI URL BibTeX
Autonomous Learning Haptic Intelligence Empirical Inference Article Predicting the Force Map of an ERT-Based Tactile Sensor Using Simulation and Deep Networks Lee, H., Sun, H., Park, H., Serhat, G., Javot, B., Martius, G., Kuchenbecker, K. J. IEEE Transactions on Automation Science and Engineering, 20(1):425-439, January 2023 (Published) DOI BibTeX
Empirical Inference Article Pyfectious: An individual-level simulator to discover optimal containment policies for epidemic diseases Mehrjou*, A., Soleymani*, A., Abyaneh, A., Bhatt, S., Schölkopf, B., Bauer, S. PLOS Computational Biology, 19(1):1-41, January 2023, *equal contribution (Published) DOI BibTeX
Empirical Inference Article Quantum machine learning beyond kernel methods Jerbi, S., Fiderer, L. J., Poulsen Nautrup, H., Kübler, J. M., Briegel, H. J., Dunjko, V. Nature Communications, 14(1), January 2023 (Published) DOI BibTeX
Empirical Inference Article A Deterministic Approximation to Neural SDEs Look, A., Kandemir, M., Rakitsch, B., Peters, J. IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(4):4023-4037, 2023 (Published) DOI BibTeX
Empirical Inference Article Altered brain dynamics index levels of arousal in complete locked-in syndrome Zilio, F., Gomez-Pilar, J., Chaudhary, U., Fogel, S., Fomina, T., Synofzik, M., Schöls, L., Cao, S., Zhang, J., Huang, Z., et al. Communications Biology, 6(1), 2023 (Published) DOI BibTeX
Empirical Inference Article Avoiding Shortcut-Learning by Mutual Information Minimization in Deep Learning-Based Image Processing Fay, L., Cobos, E., Yang, B., Gatidis, S., Küstner, T. IEEE Access, 11:64070-64086, 2023 (Published) DOI BibTeX
Movement Generation and Control Empirical Inference Autonomous Motion Article BiConMP: A Nonlinear Model Predictive Control Framework for Whole Body Motion Planning Meduri, A., Shah, P., Viereck, J., Khadiv, M., Havoutis, I., Righetti, L. IEEE Transactions on Robotics, 39(2):905-922, IEEE, 2023 (Published) DOI URL BibTeX
Empirical Inference Miscellaneous Borges und die Künstliche Intelligenz Bottou, L., Schölkopf, B. 2023, published in Frankfurter Allgemeine Zeitung, 18 December 2023, Nr. 294 (Published) PDF BibTeX
Empirical Inference Article Information theoretic measures of causal influences during transient neural events Shao, K., Logothetis, N. K., Besserve, M. Frontiers in Network Physiology, 3, 2023 (Published) DOI URL BibTeX
Empirical Inference Article Metrizing Weak Convergence with Maximum Mean Discrepancies Simon-Gabriel, C., Barp, A., Schölkopf, B., Mackey, L. Journal of Machine Learning Research, 24(184), 2023 (Published) arXiv URL BibTeX
Empirical Inference Article Mimicking Tumor Cell Heterogeneity of Colorectal Cancer in a Patient-derived Organoid-Fibroblast Model Atanasova, V. S., de Jesus Cardona, C., Hejret, V., Tiefenbacher, A., Mair, T., Tran, L., Pfneissl, J., Draganić, K., Binder, C., Kabiljo, J., et al. Cellular and molecular gastroenterology and hepatology, 15(6):1391-1419, 2023 (Published) DOI BibTeX
Empirical Inference Book Chapter Natural Language Processing for Policymaking Jin, Z., Mihalcea, R. In Handbook of Computational Social Science for Policy, 141-162, 7, (Editors: Bertoni, E. and Fontana, M. and Gabrielli, L. and Signorelli, S. and Vespe, M.), Springer International Publishing, 2023 (Published) DOI BibTeX
Empirical Inference Technical Report Synchronizing Machine Learning Algorithms, Realtime Robotic Control and Simulated Environment with o80 Berenz, V., Widmaier, F., Guist, S., Schölkopf, B., Büchler, D. Robot Software Architectures Workshop (RSA) 2023, ICRA, 2023 (Published) arxiv poster URL BibTeX
Empirical Inference Article normflows: A PyTorch Package for Normalizing Flows Stimper, V., Liu, D., Campbell, A., Berenz, V., Ryll, L., Schölkopf, B., Hernández-Lobato, J. M. Journal of Open Source Software, 8(86):5361, The Journal of Open Source Software, 2023 (Published) JOSS GitHub DOI URL BibTeX
Empirical Inference Conference Paper Effective Bayesian Heteroscedastic Regression with Deep Neural Networks Immer, A. P. E. M. A. V. J. E. In Advances in Neural Information Processing Systems 36 (NeurIPS 2023), 1-24, Curran Associates Inc., NeurIPS, 2023 (Published) DOI URL BibTeX
Empirical Inference Article Quantitative three-dimensional imaging of chemical short-range order via machine learning enhanced atom probe tomography Li, Y. W. Y. W. Z. L. X. C. T. H. L. R. Z. Z. X. H. L. D. R. G. Y. N. J. M. A. R. M. B. S. L. H. B. I. S. L. T. G. B. Nature Communications, 14:7410, 2023 (Published) DOI URL BibTeX
Human Aspects of Machine Learning Empirical Inference Conference Paper Robustness implies fairness in causal algorithmic recourse. Ehyaei, A., Karimi, A., Schölkopf, B., Maghsudi, S. In 2023 (Published) BibTeX